{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "b763357b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     /home/ankitagupta/nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "import sys, os\n",
    "import glob\n",
    "import json\n",
    "import pprint\n",
    "import pandas as pd \n",
    "pd.options.mode.chained_assignment = None\n",
    "import seaborn as sns\n",
    "import numpy as np \n",
    "from scipy.stats import pearsonr\n",
    "\n",
    "import nltk\n",
    "from nltk import word_tokenize\n",
    "nltk.download(\"punkt\")\n",
    "\n",
    "from convokit import Corpus, download\n",
    "\n",
    "from utils import *\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "229585f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.path.exists(\"figs/\"): os.mkdir(\"figs/\") #place to save the figs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b8291f3",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "77c920b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'chunk_path': 'data/chunks1.0/',\n",
      " 'end_year': 2020,\n",
      " 'exclude_adv_first_utt': False,\n",
      " 'exclude_backchannel': False,\n",
      " 'final_df_path': 'data/df_final.csv',\n",
      " 'include_fem_issue': False,\n",
      " 'min_num_chunks_per_just': 1000,\n",
      " 'num_bootstrap_samples': 1000,\n",
      " 'prev_utt_path': 'data/prev_utt_1.0/',\n",
      " 'start_year': 1982}\n"
     ]
    }
   ],
   "source": [
    "config = load_config() #Config file with pipeline decisions \n",
    "pprint.pprint(config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c62daa93",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "num_exclude_adv_first_utt=0\n",
      "num chunks = len(df)= 75025\n"
     ]
    }
   ],
   "source": [
    "df_raw = load_chunks_df(config) # Dataframe with all the valid chunks "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9d177265",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded final df from  data/df_final.csv\n",
      "Number of rows= 64164\n"
     ]
    }
   ],
   "source": [
    "df = load_final_df(config) # Dataframe after filtering to filters in config.yaml \n",
    "                           # (e.g., filtering to justices with the min num chunks) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "46497866",
   "metadata": {},
   "outputs": [],
   "source": [
    "# The number of cases each year \n",
    "number_of_cases = []\n",
    "years = np.arange(config['start_year'], config['end_year'], 1)\n",
    "for year in years:\n",
    "    df_year = df_raw[df_raw.case_year==year]\n",
    "    number_of_cases.append(len(set(df_year.case_id)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4210b6ee",
   "metadata": {},
   "source": [
    "### Table 2: Descriptive Statistics of the Corpus and Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9797c4bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Corpus details (prior to chunking)\n",
    "# # Note this cell is analzying the raw ConvoKit data so it may take a few minutes to run\n",
    "# cases = []\n",
    "# utterances = []\n",
    "# interrupted = []\n",
    "# corpus_tokens = 0\n",
    "\n",
    "# for year in range(config['end_year']-1,config['start_year']-1,-1):\n",
    "#     corpus1 = Corpus(filename=download(\"supreme-\"+str(year)))\n",
    "#     for i, utt in enumerate(corpus1.iter_utterances()):\n",
    "#         case_id = utt.meta[\"case_id\"]\n",
    "#         cases.append(case_id)\n",
    "#         text = utt.text.strip()     \n",
    "#         tokenized_text = word_tokenize(text)\n",
    "#         num_toks = len(tokenized_text)\n",
    "#         corpus_tokens += num_toks\n",
    "#         if (classify_interruption(text)==True):\n",
    "#             interrupted.append(1)\n",
    "        \n",
    "#         utterances.append(1)\n",
    "# cases = list(set(cases))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f4bd2aa9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # All data \n",
    "# print(\"=== All Data ===\")\n",
    "# print(\"Years (inclusive)\", config['start_year'], \"-\", config['end_year']-1)\n",
    "# print(\"Cases\", len(cases))\n",
    "# print()\n",
    "# print(\"Number of Tokens\", corpus_tokens)\n",
    "# print(\"Number of Utterances\", len(utterances))\n",
    "# print(\"Prop. Advocate Utterances Interrupted\", np.round(len(interrupted)/len(utterances), 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bca9612d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unique advocates 4025\n",
      "Unique female advocates 551\n"
     ]
    }
   ],
   "source": [
    "print(\"Unique advocates\",len(df_raw['advocate_name'].unique()))\n",
    "print(\"Unique female advocates\",len(df_raw[df_raw['advocate_gender']=='F']['advocate_name'].unique()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cd14f7a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== VALID CHUNKS ===\n",
      "Count (of chunks) 64164\n",
      "Number of Tokens 23065962\n",
      "Number of Utterances 508189\n",
      "Prop. Advocate Utterances Interrupted 0.21\n",
      "Median Num. Tokens Per Chunk 296.0\n",
      "Median Num. Utterances Per Chunk 6.0\n"
     ]
    }
   ],
   "source": [
    "# Valid Chunks\n",
    "# (this is after the justice filter)\n",
    "print(\"=== VALID CHUNKS ===\")\n",
    "print('Count (of chunks)', len(df))\n",
    "print(\"Number of Tokens\",df['num_toks_total'].sum())\n",
    "print(\"Number of Utterances\",df['num_utts'].sum())\n",
    "prop = df['num_adv_utts_interrupted'].sum()/df['num_utts'].sum()\n",
    "print(\"Prop. Advocate Utterances Interrupted\", np.round(prop, 2))\n",
    "print(\"Median Num. Tokens Per Chunk\", df['num_toks_total'].median())\n",
    "print(\"Median Num. Utterances Per Chunk\", df['num_utts'].median())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35751d92",
   "metadata": {},
   "source": [
    "###  Figure 1: Number of Chunks and Cases per Supreme Court Term"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d3ddc16e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2304x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We're using the df_raw, (before the justice filter)\n",
    "\n",
    "years = np.arange(config['start_year'], config['end_year'], 1)\n",
    "\n",
    "# Plot it \n",
    "fig, ax1 = plt.subplots(figsize=(32, 7))\n",
    "color = 'tab:red'\n",
    "# Left axis: Number of chunks \n",
    "ax1.set_xlabel('Year', fontsize=35)\n",
    "ax1.set_ylabel('Number of Chunks', fontsize=35)\n",
    "lns1 = ax1.bar(years, df_raw.groupby('case_year').count()['case_id'], color='lavender', label='Chunks')\n",
    "_ = plt.xticks(years, rotation=90, fontsize=25)\n",
    "plt.yticks(fontsize=25)\n",
    "plt.ylim(0, 3500)\n",
    "for x, y in zip(years, df_raw.groupby('case_year').count()['case_id']):\n",
    "    plt.text(x-0.2, y+30, y, fontsize=25, rotation=90, color='black')\n",
    "\n",
    "#Right axis: Number of cases \n",
    "ax2 = ax1.twinx()\n",
    "ax2.set_ylabel('Number of Cases',  fontsize=35)\n",
    "lns2 = ax2.plot(years, number_of_cases, color='blue',  label='Cases')\n",
    "ax2.set_yticks(np.arange(0, 250, 40), fontsize=35)\n",
    "plt.yticks(fontsize=25)\n",
    "fig.legend(loc=\"upper right\", bbox_to_anchor=(1,1), bbox_transform=ax1.transAxes, fontsize=23)\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"figs/fig1-num-chunks.pdf\")\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0c5d42d",
   "metadata": {},
   "source": [
    "### Figure 2: Participation of Women in Oral Argument Exchanges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "dd4d1f77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAuJUlEQVR4nO3debgcVZ3/8feHECBCIEAikhBIQJAJi4ARXBhRURaVZQZUFhFwwVFR5ucMCiMCoiLizogCGgU3UBGYsAgqCIiIJGEPEAmLQAAJO0EEAt/fH+c0qTS3u6tvuvp23/t5PU8/Xcvpqm9XV9epc+rUKUUEZmZmvWa5oQ7AzMxsIM6gzMysJzmDMjOznuQMyszMepIzKDMz60nOoMzMrCc5g1oGkg6QdEVFyz5a0k+rWPYA66rsexhIukvS24Y6jsGQdKqkLw51HDYy9WQGlf/QT0taJOnv+U+yyhDFsqOkyyU9KWmhpMsk7ToUsRhICklP5X1jkaTHhiiOVfL6f9Ol9a0j6deSHpL0uKSbJB3QjXX3K0lflHRx3bSNJD0habMhiulgSbMlPSPp1AHmf0jS/LxvXShpYmHeipJOysfERySdK2lSYd4MSX/Lx6rrJO3cJI6W6SVtL+lWSf+Q9AdJ6xXmvUfSlXnepQMsf5e8jy7K6aYNZnv1ZAaV7RIRqwBbAdOBI+oTSFq+ygAk7Qn8CvgxsA6wFnAksEuV6+1nVf8m2asjYpX8GteF9Q1kD+AZ4O2SXtGF9f0EuAdYD1gT2A/4exfW2zckjaqb9AXgFZI+nOcL+D7wjYi4sUPrbHd/vw/4IvDDAZb1ZuBYYDdgDeBO4PRCkkOA1wObAxOBR4H/zfOWJ+0f2wGrkY6Xv5Q0pUEcTdNLGg+cBXwuxzIb+EXh848A3wKOG+B7bAj8DPgPYBxwLjBzUMeGiOi5F3AX8LbC+FeB8/JwAB8HbgPuzNM+DMzPG20mMLHw2QA+CdwBPJSXtVyJGATcDRzaJM0BwBXA10g7y53Azk2+x9HAT/PwlBzb/nk9DwGfbZB2NGlH/TWwArA1aYd5gnSQ+kaD+C4D9sjDb8zre2ce3x64ruT3WA2YAdwPLCD9wUYVPvsn4JvAw3neinlZd+f4TgLGNIhxA+CS/NmHSDv2uCbbPIBXDjB9Yt4+C3P8n6zblr8Cfgo8CdwIbAQcDjxI+qPu0OY+egnwJeAa4L/r5u0H/C1/p8/W9oMc49PAGoW0W+bvPbrF+hYBWzSYV9uXDiIdAO8vxkQ6ET0MuD3H9Mu6GH4FPAA8DlwObFKYdyrwxTw8FvgDcALp//EO4Oa8TRfUb4e69R+Rt8mDpBO+1fK83wAH16W/Hvj3PLwx8DvSf3se8J662L4HXAA8ReG/VkizTf7OE4GPADeQ/k/NlvtO4FrS/+se4OgBtvUHSfv35cBKed96GHgMmAWs1eL3/CJwat20rwEn1u3TAWyQx78HHF8X57wm67iB/P8vuU+/mD7vS1cW5q1M2nc3rvvMh4BL66YdDJxf9/s/DWzfzn8sInq6BAWApMmkP8K1hcm7k3a8aZLeCnwZeA+wNulPcEbdYv6NVArbinR28oESq34VMBk4s0W6bUg7+HjgeGBGPlMra9u8ru2BIyX9S3GmpDHAOaSz9fdExLPAt4FvR8SqpAP8Lxss+zLgzXl4O1Im/abC+GUlv8epwGLglaQD6g6kHbP42TtIJcwvkc6qNgK2yJ+ZRCp5DkSk328i8C+kbX50g7QDL0BajnSWdn1e1/bAf0rasZBsF1IpZHXSvnQR6Y8zCTgGOLmN9a1H2q4/y6/3F+ZNIx1I9svfaU1S6ZuIuA/4M6n0VbMPcGZEPNditVcBJ0raS9K6DdK8BdiQ9Pt8pnDd6xOk/8x2LDnzPrHwud/kz72clOH+bIDvvCZwMfCniPhkpCPPDOAjETEW2JSUaQ/kgPx6C7A+sArwnTzvdGDvwnqmkUqJ50tamZSJ/DzHthfw3brqon1I+9xY0knWUiLiL6T99yc53QdIJ3nNlvsU6TcdR8oEPipp97pFb0faX3cknWSuRtp31ySVHJ5usC1a0QDDm+b3GcAbJU2U9DJgX9Jv99KFSGuR/oNzS630pek3If2fAIiIp0gnOJuU+xov+R4qfI/y2s3RuvEinXEuIp2N/A34LvkMnHRG8dZC2hksfVaxCvAcMKWQfqfC/I8BF5eIoVbiWKlJmgOA+YXxl+XPvKLwPVqVoNYpzL8a2KuQdiYpEzkBUCHd5cDngfEtvsP2wA15+EJSpnJVHr+MJWepDb8HKdN5hkIJiHRA+UPhs3cX5on0B9+gMO315NJuie2+O3Btk/lBOrN9LL9OIGWQd9elOxz4UWFb/q4wb5e8f9VKgWPzcseVjPEIlpQ+JwHPA1vm8SOBMwppVwaere0H+Te4pLCt7gHeVGKdq5My/rl5fdcBr63blzYupD8emJGHb6Fw9ko6kXsOWH6A9YzLy1otj59Kqo66ibraBFIJ4iPAqi1ivxj4WGH8VbX1523/FLBenvcl4Id5+L3AH+uWdTJwVCG2H5fYdmNIx5FvllnuAJ//VuGztW29fmH+B4Argc3L7D/5MwOVoN5GKk1vnmM+GXgB2DvPX4108h2kE8ZrKZSEC8sZDfweOLlkLC9JTzquHleX7k/AAXXTBipBbZx/0zeTTgY+l7/H4WW3T+3VyyWo3SNiXESsFxEfi4jiGck9heGJpJ0PgIhYRCpqT2qQ/m/5M608nN/XbpHugcK6/5EH22nQ8UBh+B91n30daWc9LvIvn32QdLZzq6RZkt7VYNl/BjbKZ0dbkKpWJuf65a1JGV2r77EeaQe+X9JjuVHCyaQzz5ri9p1AyuDmFNJfmKe/hKS1JJ0haYGkJ0hVJeMbfJ+arfK+MS4iPpljnFhbX17n/5Ay15ri9ZqngYci4vnCeO37lvF+cikjIhaQMvv987yJFLZHpDPPhwuf/TXweklrk0qzLwB/bLXCiHg0Ig6LiE3y97oOOKeutN5oP18POLuwbW4hZXJrSRol6ThJt+ftf1f+TPE3eCfpgHlSXVh7kGo3/qbUeOj1DcJf6j+ah5cnVYM9CZxPKsVAOvmpleDWA7ap+133JZ04DfSdB5SPHXeypHTQdLmStsmNAhZKepxUIqrfJ4vr/QmpRH6GpPskHS9pdKu4Bojz98BRpH3krvx6Erg3JzmRVH2+JunE5yzqSlC5NuEnpJOigwvTf6MlDYv2bZWedAK3al2Iq+Z4Wn2PW0n/h++QqpvHk6qC7232uYH0cgbVTPFgfR9phwMgVwusSaoTr5lcGF43f6aVeaSdcI9WCZt4inSwrmn3YvpvSdVfF+dMBoCIuC0i9iZlEl8Bzszfeyk5o5lDurh6U6TqwSuBTwG3R8RDJWK4h1SCGl/IFFbNB8oXV1UYfoh0wN+kkH61SA1eBnJs/vxmkaos38fS1QNl3EMqoY0rvMZGxDvaXE5Lkt5Aqg47XNIDkh4gleD2yReB76ewv+WqmDVr4xHxKOl3fS+peuqMupOPlvLv9jXSgX+NwqxG+/k9pGuKxe2zUs5c9yFVe7+NdIY+pRZ6YVnfJ51kXFDczyJiVkTsRtoPz6FxVfNS/9Ec22KWnDScDuydM7iVSNe5anFfVhf3KhHx0eLmaLDOZlot9+ek2ovJEbEaKWOu3ydfXG9EPBcRn4+IacAbgHdRqPZtR0ScGBEbRsRapIxqeVLpFdJJ5qkR8UhEPENqILF1PuGsNQKZQTqB2SMK1cYRsXMsaVj0s1bpSZn5q2sj+XffgJJVhhFxZkRsGhFrkjLdKaRrc23p1wyq6HTgQElbSFqRdMD7S0TcVUhzqKTV8/WsQ1i6NcqA8kHjU8DnJB0oaVVJy0naVtIpJWO7DthL0mhJ04E92/hetTiOJ/1hLi7siO+TNCEiXiBVc0E6Ex/IZaQzo9r1pkvrxlut/37SAfXrhW2wgaTtGqR/gXRA+6akl+d4J9VdDyoaSzpbe1ypyeyhZeKqczXwpKTPSBqTSwWbSnrtIJbVyv6k6xfTSAeMLUh162OAnUnXLN+V95MVSNe36v9nPycdwPbMwy1J+kr+TstLGgt8lFQtWyydfU7SyyRtAhzIkv38JOBL+doZkiZI2i3PG0s6AXmYdDJ1bIMQDiadtJ2bt/EKkvaVtFo+sD1B433wdOD/SZqqdLvIscAvImJxnn8BKQM7Jk+vLec8Ug3Afvk/NFrSa1V3nXYQWi13LPBIRPxT0takTLwhSW+RtJlSK8InSNWXA26L/PutBIwCRklaKZ/YkIc3VbIucArpWvOj+eOzgPdLWi2X0D4G3Fc40fwe6brYLnU1To00S382sKmkPXK8R5IuF9yaYx2Vpy8PLJdjf7HUKOk1Oc2E/D1m1j7blnbrBLvxou7aTd28oK4VF6kIfjupRc55LH1dJ1jSiu9h4Ossufbwr8CiFrHsRKqCWURqIXYpS1rCHQBc0Sg+0gXhv+TPnk+6XlJ/DWr5wmcvBT6Uh4+upY0lddbXkc6Yf0pqDbWIdEaze5P4d8zr2S6Pb5rH31tI0+p7rEbame8ltfS6liXXygb67Eqkg9AdpD/sLRRa1dWl3YRUyluUv99/Afc2+T4v+f3z9ImkA+EDpEYAV7Hkuk/9tnwbcFdhfHkK1wNJB/STBljHSnnZuwww77ukxg6wpGXmUq34CmnHkKpK5hamrZu3wboNvvf/klqu1vbD84B/qduXaq34HgA+XfjscqSTrXl5vbcDx+Z5qwD/l6f/jZRxFn/7U1nSim85UjXxb0nVPRfm7fEE6eC5bYPYlyMd4O7Jsf8UWL0uzYy83tfWTX8V6b+zMG/PS8itGYuxlTimXEr+b5VY7p55WzyZt/N3aP6/3Ttv26dIpcITGOD6XmFfjLrX0XneOFJLuqfyb/hl8rEqz1+TVP35IOnE9Apg6zxvvbysf+Z9pPbat0EcLdOT/ie3kmpELiVf1y/87+u/x6mF+Vfk7fcI6ZLAymV+p/qX8sKGLUkBbBgR84c6FrMqKN27ciepqfriFsnN+sZwqOIzM7NhyBmUmZn1pGFfxWdmZv3JJSgzM+tJ3ejYs6PGjx8fU6ZMGeowzMxsAHPmzHkoIga8Mb9dfZdBTZkyhdmzZw91GGZmNgBJf2udqhxX8ZmZWU9yBmVmZj3JGZSZmfUkZ1BmZtaTnEGZmVlPcgZlZmY9yRmUmZn1JGdQZmbWk5xBmZlZT3IGZWZmPckZlJmZ9aSWGZSkd0sam4ePkHSWpK2qD83MzEayMiWoz0XEk5K2JT2jfgbwvWrDMjOzka5MBvV8fn8ncEpEnA+sUF1IZmZm5TKoBZJOBt4LXCBpxZKfMzMzG7QyGc17gIuAHSPiMWAN4NAyC5e0k6R5kuZLOmyA+QdIWijpuvz6UDvBm5nZ8FUmg9o7Is6KiNsAIuJ+4K2tPiRpFHAisDMwDdhb0rQBkv4iIrbIrx+0EbuZmQ1jZTKoPSTtWxuRdCJQ5nG+WwPzI+KOiHgWOAPYbXBhmpnZSFMqgwIOkLS3pNOAxRHxwRKfmwTcUxi/N097yfIl3SDpTEmTB1qQpIMkzZY0e+HChSVWbWZm/a5hBiVpDUlrAGOADwGfBp4EPp+nd8K5wJSI2Bz4HXDaQIki4pSImB4R0ydMKFN4MzOzfrd8k3lzgABUeH9nfgWwfotlLwCKJaJ18rQXRcTDhdEfAMeXitrMzIa9hhlURExdxmXPAjaUNJWUMe0F7FNMIGnt3OgCYFfglmVcp5mZDRPNSlAvkrQpqSXeSrVpEfHjZp+JiMWSDiY1UR8F/DAi5ko6BpgdETOBT0raFVgMPAIcMKhvYWZmw44ionkC6SjgzaQM6gJSs/ErImLPyqMbwPTp02P27NlDsWozM2tB0pyImN6JZZVpxbcnsD3wQEQcCLwaWK0TKzczM2ukTAb1dES8ACyWtCrwIEs3fjAzM+u4MtegZksaB3yf1LJvEfDnKoMyMzNrmUFFxMfy4EmSLgRWjYgbqg3LzMxGujIPLJSk90k6MiLuAh6TtHX1oZmZ2UhW5hrUd4HXA3vn8SdJncCamZlVpsw1qG0iYitJ1wJExKOS/MBCMzOrVJkS1HP50RkBIGkC8EKlUZmZ2YhXJoM6ATgbWEvSl4ArgGMrjcrMzEa8Mq34fiZpDulmXYDdI8J95pmZWaVK9cUHvIzUn16QHr9hZmZWqTLNzI8kPadpDWA88CNJR1QdmJmZjWxlSlD7Aq+OiH8CSDoOuA74YoVxmZnZCFemkcR9FB6zAaxI3YMHzczMOq1MCepxYK6k35GuQb0duFrSCQAR8ckK4zMzsxGqTAZ1dn7VXFpNKGZmZkuUaWZ+GoCk0cCmwIKIeLDqwMzMbGRreA1K0kmSNsnDqwHXAz8GrpW0d6PPmZmZdUKzRhL/GhFz8/CBwF8jYjPgNcCnK4/MzMxGtGYZ1LOF4bcD5wBExANVBmRmZgbNM6jHJL1L0pbAG4ELASQtj3uTMDOzijVrJPERUkexrwD+s1By2h44v+rAzMxsZGuYQUXEX4GdBph+EXBRlUGZmZmV6UnCzMys65xBmZlZT3IGZWZmPWlQGZSkrTodiJmZWdFgS1Af7WgUZmZmdco8sPBTkiYVp0XEh6sLyczMrFwJaizwW0l/lHSwpLWqDsrMzKxlBhURn4+ITYCPA2sDl0n6feWRmZnZiNbONagHgQeAh4GXl/mApJ0kzZM0X9JhTdLtISkkTW8jHjMzG8bKXIP6mKRLgYuBNYEPR8TmJT43CjgR2BmYBuwtadoA6cYChwB/aS90MzMbzso8UXcyqS++69pc9tbA/Ii4A0DSGcBuwM116b4AfAU4tM3lm5nZMNbsgYVrSFoD+Cpwd228ML2VScA9hfF787TiOrYCJkdE085nJR0kabak2QsXLiyxajMz63fNSlBzgAAErAs8mofHAXcDU5dlxZKWA74BHNAqbUScApwCMH369FiW9ZqZWX9oWIKKiKkRsT7we2CXiBgfEWsC7wJ+W2LZC0jVgzXr5Gk1Y4FNgUsl3QW8DpjphhJmZgblWvG9LiIuqI1ExG+AN5T43CxgQ0lTJa0A7AXMLCzn8ZzpTYmIKcBVwK4RMbutb2BmZsNSmQzqPklHSJqSX58F7mv1oYhYDBxMenbULcAvI2KupGMk7bpsYZuZ2XBXphXf3sBRwNl5/DJSaailXPK6oG7akQ3SvrnMMs3MbGRomUFFxCOk+5QAkLQu8CFS6z4zM7NKlOpJQtKEfMPuH4E/AO6Pz8zMKtWwBJV7ePh3YB9gI+AsYGpErNOl2MzMbARrVsX3IHA1cARwRUSEpH/rTlhmZjbSNaviOxxYEfgucLikDboTkpmZWfMbdb8VEa8j9Z8HcA4wUdJnJG3UjeDMzGzkKvM8qDsi4tiI2AyYDqxKXdNxMzOzTmvneVBExE0R8dmIeGVVAZmZmUGbGZSZmVm3OIMyM7Oe5AzKzMx60qAyKElHdzgOMzOzpQy2BDWno1GYmZnVGVQGFRHndjoQMzOzopa9mUuaCnwCmFJMHxF+ppOZmVWmzPOgzgFmAOcCL1QajZmZWVYmg/pnRJxQeSRmZmYFZTKob0s6Cvgt8ExtYkRcU1lUZmY24pXJoDYD9gPeypIqvsjjZmZmlSiTQb0bWD8inq06GDMzs5oyzcxvAsZVHIeZmdlSypSgxgG3SprF0teg3MzczMwqUyaDOqryKMzMzOq0zKAi4jJJ6wEbRsTvJb0MGFV9aGZmNpK1vAYl6cPAmcDJedIk0s27ZmZmlSnTSOLjwBuBJwAi4jbg5VUGZWZmViaDeqbYxFzS8qT7oMzMzCpTJoO6TNL/AGMkvR34FalfPjMzs8qUyaAOAxYCNwIfAS4AjqgyKDMzs4at+CQdGxH/ExEvSLorIt7dzcDMzGxka1aC2qkw/JWqAzEzMysa7CPfS5G0k6R5kuZLOmyA+f8h6UZJ10m6QtK0KuMxM7P+0exG3ZdL+hSgwvCLIuIbzRYsaRRwIvB24F5glqSZEXFzIdnPI+KknH5X4BssXXIzM7MRqlkG9X1g7ADDZW0NzI+IOwAknQHsBryYQUXEE4X0K+Pm62ZmljXMoCLi88u47EnAPYXxe4Ft6hNJ+jjwKWAFGjxjStJBwEEA66677jKGZWZm/aDSa1BlRMSJEbEB8BkaNF+PiFMiYnpETJ8wYUJ3AzQzsyFRZQa1AJhcGF8nT2vkDGD3CuMxM7M+UmUGNQvYUNJUSSsAewEziwkkbVgYfSdwW4XxmJlZHynzPCgkvRPYBFipNi0ijmn2mYhYLOlg4CLS4zl+GBFzJR0DzI6ImcDBkt4GPAc8Cuw/uK9hZmbDTcsMStJJwMuAtwA/APYEri6z8Ii4gNQ1UnHakYXhQ9oJ1szMRo4yVXxviIj3A4/mln2vBzaqNiwzMxvpymRQT+f3f0iaSKqOW7u6kMzMzMpdgzpP0jjgq8A1pJtpv19lUGZmZi0zqIj4Qh78taTzgJUi4vFqwzIzs5GuVCu+moh4BnimoljMzMxeNOQ9SZiZmQ3EGZSZmfWklhmUkvdJOjKPrytp6+pDMzOzkaxMCeq7pHuf9s7jT5Ke82RmZlaZMo0ktomIrSRdCxARj+a+9czMzCpTpgT1XH46bgBImgC8UGlUZmY24pXJoE4AziY99v1LwBXAsZVGZWZmI17TKj5JywF3Ap8GtgcE7B4Rt3QhNjMzG8GaZlAR8YKkEyNiS+DWLsVkZmZWqorvYkl7SFLl0ZiZmWVlMqiPAL8CnpX0hKQnJT1RcVxmZjbCleksdmw3AjEzMytqpyeJz+Xxye5JwszMqtZOTxL75PFFuCcJMzOrmHuSMDOznuSeJMzMrCe5JwkzM+tJZVrx/UzSHNyThJmZdVHZR77fBjxRSy9p3Yi4u7KozMxsxGuZQUn6BHAU8HfgeVIpKoDNqw3NzMxGsjIlqEOAV0XEw1UHY2ZmVlOmkcQ9wONVB2JmZlbUsAQl6VN58A7gUknnA8/U5kfENyqOzczMRrBmVXy1Pvjuzq8V8svMzKxyDTOoiPg8gKQNIuL27oVkZmZWrpHEDyWtA8wC/ghcHhE3VhuWmZmNdC0bSUTEdsC/AP8LjAPOl/RImYVL2knSPEnzJR02wPxPSbpZ0g2SLpa0Xpvxm5nZMFXmPqhtgX/Nr3HAeaSSVKvPjSL1ev524F5glqSZEXFzIdm1wPSI+IekjwLHA+9t90uYmdnwU6aK71JgDvBl4IKIeLbksrcG5kfEHQCSzgB2A17MoCLiD4X0VwHvK7lsMzMb5srcBzUeOIb0TKgLJf1e0hdKfG4S6R6qmnvztEY+CPxmoBmSDpI0W9LshQsXlli1mZn1uzLXoB4j3Qt1J3A/sAHwpk4GIel9wHTgqw1iOCUipkfE9AkTJnRy1WZm1qPKXIO6A7iVdN3pe8CBJav5FgCTC+Pr5Gn1y38b8Flgu4h4pn6+2VA559oFfPWiedz32NNMHDeGQ3d8Fbtv2awSwJrx9rR2lbkG9cqIGMwDCmcBG0qaSsqY9mLJY+MBkLQlcDKwU0Q8OIh1mFXinGsXcPhZN/L0c88DsOCxpzn8rHR3hQ+q7fP2tMEoU8U3qKfnRsRi4GDgIuAW4JcRMVfSMZJ2zcm+CqwC/ErSdZJmDmZdZp321YvmvXgwrXn6uef56kXzhiii/ubt2ZvOuXYBbzzuEqYedj5vPO4Szrn2JZVcQ6rs86AGJSIuAC6om3ZkYfhtVa7fbLDue+zptqZbc96evacfSrVlWvGZjTgTx41pa/pw1akzbG/P3tMPpdqWGZSkQyStqmSGpGsk7dCN4MyGyqE7vooxo0ctNW3M6FEcuuOrhiii7qudYS947GmCJWfYg8mkvD17Tz+UasuUoD4QEU8AOwCrA/sBx1UaldkQ233LSXz53zdjhVHpLzJp3Bi+/O+b9UzVRzd08gzb27P39EOptsw1KOX3dwA/yQ0d1OwDZsPB7ltO4vSr7wbgFx95/RBH032dPsMe6duz1xy646uWugYFvVeqLZNBzZH0W2AqcLikscCgWvaZWe9odV/SxHFjWDBAZtRLZ9g2eLXf+tNn3sCzz7/ApB68N61MBvVBYAvgjtyp65rAgZVGZWaVKtOCqx/OsG3Z9Hqptsw1qKMj4prc5RHAY8BnKovIzCpX5vqSrxvZUCtTgpos6fCI+LKkFYFfkh6TYWZ9quz1pV4/w7bhrVQrPmAzSYcD5wKXRsTRlUZlZpXqhxZcZg1LUJK2Kox+m9Rn3p+AyyRtFRHXVB2cmQ1OqwYQvr7Ufe4st33Nqvi+Xjf+KDAtTw/grVUFZWYDK3OQK9MAoh9acA0n/dCtUC9qmEFFxFu6GYiZNVf2INesAUQxna8vdU/Z38SWVuZ5UCsCewBTiukj4pjqwjKzemUPcv3Qhc1I499kcMq04vs/4HFgDuAHCpoNkbIHuW7fYOtrK635pufBKdOKb52IeG9EHB8RX6+9Ko/MzJZStuVdNztm7WSHssOZO8sdnDIlqCslbRYRN1YejVkf6lYJomzLu242gOj0tZVObcuyy+nWb9fp32SklFrLZFDbAgdIupNUxScgImLzSiMz6wPdbJ3VzkGuWw0gOnltpey2bHVwbmc53WxZ16nfZCS1CCxTxbczsCHpcRu7AO/K72YjXicfSVHm4YC7bzmJLdcdxzZT1+BPh711yA9Inbzht8y2LFOlWPY36YcH9g2kX+MejDIZVDR4mY14nSpB9Ou1nE5eWymzLcscnMv+Jv3asq5f4x6MMhnU+cB5+f1i4A7gN1UGZdYvOlWC6Nez4k52KFtmW5Y5OJf9Tfq1u6d+jXswWmZQEbFZRGye3zcEtgb+XH1oZoNTpqqsUzpVgujns+JOVTuW2ZZlDs5lf5N+bVnXr3EPRpkS1FJyH3zbVBCL2TLrdlVZp0oQI+msuJEy27LMwbnsb9KvjxPp17gHo0xPEp8qjC4HbAXcV1lEZstgKLqU6UTrLHfemrTalmVbMpb9Tcqk68Um3SOlm6oyzczHFoYXk65F/bqacMyWTdmqsl476Ljz1vK6eXDuVNN3G5yWGVREfL4bgYx03sE7o0yXMr16H8lIOSvuJ2VK5L26Pw0HLa9BSdpI0imSfivpktqrG8ENB2Uu2PdrE+NeVOYaRb+2mLPu61TTdxucMlV8vwJOAn4APN8irRV0+vEI1lqZqrJ+bjFn3VWmRO79qTplMqjFEfG9yiMZhvx4hKTb1Zetqsrcs7SVVabxiven6jSs4pO0hqQ1gHMlfUzS2rVpebq10M7jEQYyHHbwXqy+HEn3kdiy6VTT93Z08z6+Xo+pWQlqDqlLI+XxQwvzAli/qqCGi7JnVsO5iXEvVl+6xZy1o1NN38voZIOLTvYMP1SNQJo98n1qpWseQiP58Qjd1qvVl24xZ53Uqf2pUyd0ncxUhvIks1kV3/sk7TfA9P0k7VNm4ZJ2kjRP0nxJhw0w/02SrpG0WNKe7YU+ON2scmrnju9e66W6U4Zz9aVZp3XqhK6TLQuH8iSzWTPzTwBnDzD9LOC/Wi1Y0ijgRNLjOqYBe0uaVpfsbuAA4Odlgu2EbjcJ7eeMpxP1zr7eY1Zep07oOpmpDOVJZrMManRELKqfGBFPAaNLLHtrYH5E3BERzwJnALvVLeuuiLgBeKGNmJdJr1Y59ZpOlTRHUr9hZsuqUyd0ncxUhvIks1kGNUbSyvUTJY0FViix7EnAPYXxe/O0tkk6SNJsSbMXLlw4mEW8yFVO5XSypNnPpUizburUCV0nM5WhPMls1opvBnCmpP+IiL8BSJpCqrabUXlkBRFxCnAKwPTp05fpYYmdbDHXr90TlYm7V0ua/brNzcrqRIOLTje8GqpGRc1a8X1N0iLgckmr5MmLgONK3ri7AJhcGF8nTxtSnfrh+rX/rbJx9+LNh/26zcEZq3XfcGip2rQvvog4KSLWA6YAUyJivTZ6lZgFbChpqqQVgL2AmcsUbYd0osqpX/vfKht3LzZu6Ndt3os3K5v1g1IPLIyIJyPiyXYWHBGLgYOBi4BbgF9GxFxJx0jaFUDSayXdC7wbOFnS3PbCHzq9WgXWStm4y9Y7d/MO837d5v2asZoNtTJ98Q1aRFwAXFA37cjC8CxS1V/f6cUqsDLaibtVFUG3q9z6dZv3a8ZqNtTafuS7Jb1YBQatSzSdjLvbJYNe3eatuOWo2eAMKoOS9IpOB9JvevH+njLXOjoZd7dLBr24zcvo14zVbKgNtopvBvDOTgbSj3qtlUzZPrM6FfdQVLn12jYvYzj3tWhWpUFlUBEx7DOnfmwW3O0SzXDuhb3T+jFjNRtqpTIoSVsB25Ies/GniLim0qiGWK/eb9Mq0+x2icYlAzOrUstrUJKOBE4D1gTGAz+SdETVgQ2lXmwWXOb60lBc63A3RmZWlTKNJPYFXhsRR0XEUcDrgJc8hmM46cVmwWUyzX5tRGBmNpAyVXz3ASsB/8zjK9IDXRZVqRfvt2nnBltf6zCz4aBMCepxYK6kUyX9CLgJeEzSCZJOqDa8odGLzYJ9L42ZjTRlSlBns/SDCy+tJpRl16mWd7148d8t5sxspGmZQUXEabmz143ypHkR8Vy1YbWv0y3veq2qrBczTTOzKrXMoCS9mdSK7y5AwGRJ+0fE5ZVG1qayN6n2s17LNM3MqlSmiu/rwA4RMQ9A0kbA6cBrqgysXb3Y8s7MzAavTCOJ0bXMCSAi/gqMri6kwXEjAjOz4aVMBjVH0g8kvTm/vg/MrjqwdvViyzszMxu8MlV8/wF8HPhkHv8j8N3KIhokNyLob/3Y96GZVatpBiVpFHB9RGwMfKM7IQ2eGxH0p17t+9DMhlbTKr6IeB6YJ2ndLsVjI1Av9n1oZkOvTBXf6qSeJK4GnqpNjIhdK4vKRhS3wDSzgZTJoD5XeRQ2ovVi34dmNvQaVvFJWknSfwLvBjYmPQfqstqrWwHa8OcWmGY2kGYlqNOA50it9nYGpgGHdCMoG1ncAtPMBtIsg5oWEZsBSJoBXN2dkGwkcgtMM6vXrBXfix3CRsTiLsRiZmb2omYlqFdLeiIPCxiTxwVERKxaeXRmZjZiNcygImJUo3lmZmZVK9MXn5mZWdc5gzIzs57kDMrMzHqSMygzM+tJzqDMzKwnVZpBSdpJ0jxJ8yUdNsD8FSX9Is//i6QpVcZjZmb9o7IMKj9L6kSWdJO0t6Rpdck+CDwaEa8Evgl8pap4zMysvygiqlmw9Hrg6IjYMY8fDhARXy6kuSin+bOk5YEHgAnRJKjp06fH7NmNnzj/o70/wSsW3sO0tZvfR3zz/eke5GbpupnGMTkmx+SYej2mByZM5sDT/7dpOklzImJ600QllXncxmBNAu4pjN8LbNMoTUQslvQ4sCbwUDGRpIOAg/LoIkm99iS78dTF3Cf6NW7o39gdd3f1a9zQo7F/4IzvtErSsccQVJlBdUxEnAKcMtRxNCJpdqfOGLqpX+OG/o3dcXdXv8YN/Ru7pMZVXG2qspHEAmByYXydPG3ANLmKbzXg4QpjMjOzPlFlBjUL2FDSVEkrAHsBM+vSzAT2z8N7Apc0u/5kZmYjR2VVfPma0sHARcAo4IcRMVfSMcDsiJgJzAB+Imk+8AgpE+tHPVv92EK/xg39G7vj7q5+jRv6N/aOxV1ZKz4zM7Nl4Z4kzMysJzmDMjOznuQMqgFJP5T0oKSbCtNeLenPkm6UdK6kVfP00ZJOy9Nvqd2UnOfdladf18nmlx2KewVJP8rTr5f05sJnXpOnz5d0giT1SdyX5u61rsuvl1cc92RJf5B0s6S5kg7J09eQ9DtJt+X31fN05e05X9INkrYqLGv/nP42Sfs3WmcPxv18YXvXN4Tqhdg3zvvRM5L+u25ZTbtj6+G4u3ZcGUTc++Z95EZJV0p6dWFZ7W3viPBrgBfwJmAr4KbCtFnAdnn4A8AX8vA+wBl5+GXAXcCUPH4XML5H4/448KM8/HJgDrBcHr8aeB0g4DfAzn0S96XA9C5u77WBrfLwWOCvpK69jgcOy9MPA76Sh9+Rt6fy9v1Lnr4GcEd+Xz0Pr97rced5i7q1vQcZ+8uB1wJfAv67sJxRwO3A+sAKwPXAtF6PO8+7iy4dVwYR9xtq+y6pq7vaPt729nYJqoGIuJzUsrBoI+DyPPw7YI9acmBlpXu5xgDPAk90I856bcY9Dbgkf+5B4DFguqS1gVUj4qpIe9aPgd17Pe4q42skIu6PiGvy8JPALaQeUnYDTsvJTmPJ9tsN+HEkVwHj8vbeEfhdRDwSEY+Svu9OfRB317Ube0Q8GBGzgOfqFrU1MD8i7oiIZ4Ez8jJ6Pe6uGkTcV+Z9GOAq0j2wMIjt7QyqPXNZskHfzZIbkc8EngLuB+4GvhYRtYNtAL+VNEepy6ah0Cju64FdJS0vaSrwmjxvEqlrqpp787Ruazfumh/lqo/PSdVWTRYp9ca/JfAXYK2IuD/PegBYKw8P1AXYpCbTK7eMcQOsJGm2pKsk7V59xEuUjL2RXt/mzQzJcWUQcX+QVPKGQWxvZ1Dt+QDwMUlzSEXdZ/P0rYHngYnAVOC/JK2f520bEVuRirofl/SmLscMjeP+IWknmQ18C7iS9D16xWDi3jciNgP+Nb/260agklYBfg38Z0QsVXrOpdCevJ+jQ3GvF6lLnn2Ab0naoPORvtQI3+ZdP660G7ekt5AyqM8Mdp3OoNoQEbdGxA4R8RrgdFJ9KqQ/5oUR8VyucvoTucopIhbk9weBs0mZWU/EHRGLI+L/RcQWEbEbMI5Uv7yAJcVyGLibqsoNIu7i9n4S+Dld2N6SRpP+uD+LiLPy5L/XqsDy+4N5eqMuwMp0DdaLcRe3+R2ka4BbVhn3IGJvpNe3eUPdPq60G7ekzYEfALtFRK37ura3tzOoNii3CJO0HHAEcFKedTfw1jxvZdJF5FslrSxpbGH6DsBN9csdqrglvSzHhaS3A4sj4uZcbH9C0utyFdn7gf/r9bhzld/4PH008C4q3t55+8wAbomIbxRmFbvx2p8l228m8H4lrwMez9v7ImAHSavn1lA75Gk9HXeOd8W8zPHAG4Gbq4p7kLE3UqY7to7pVNzdPq60G7ekdYGzgP0i4q+F9O1v72YtKEbyi3TGfj/pAuW9pKLqIaQz9b8Cx7GkJ45VgF+RrpncDByap69Pul5yfZ732R6Lewowj3TR8/ekqpracqaTdvrbge/UPtPLcQMrk1r03ZC397eBURXHvS2pauMG4Lr8egfpsTEXA7flGNfI6UV6kOftwI0UWhySqjTn59eB/RA3qcXWjXkfvxH4YBf28XZjf0Xep54gNai5l9QIiPy5v+bvVen/s1Nx0+XjyiDi/gHwaCHt7MKy2tre7urIzMx6kqv4zMysJzmDMjOznuQMyszMepIzKDMz60nOoMzMrCc5gzKrQL5f6ApJOxemvVvShUMZl1k/cTNzs4pI2pR0f9yWwPLAtcBOEXF70w8OvKzlI2Jxh0M062nOoMwqJOl4UkfCK+f39YBNgdHA0RHxf7kDzp/kNAAHR8SVSs+5+gLppseNI2Kj7kZvNrScQZlVKHdFcw2po9vzgLkR8VNJ40jP3NqSdJf+CxHxT0kbAqdHxPScQZ0PbBoRdw5F/GZDafmhDsBsOIuIpyT9AlgEvAfYRUuejroSsC5wH/AdSVuQemUvlpSuduZkI5UzKLPqvZBfAvaIiHnFmZKOBv4OvJrUcOmfhdlPdSlGs57jVnxm3XMR8InaQxQl1R5LsRpwf0S8QHp+1aghis+spziDMuueL5AaR9wgaW4eB/gusL+k64GNcanJDHAjCTMz61EuQZmZWU9yBmVmZj3JGZSZmfUkZ1BmZtaTnEGZmVlPcgZlZmY9yRmUmZn1pP8P5DPbl6SIR5YAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This uses the df (after the justice filter since we have those justices coded for female/male)\n",
    "\n",
    "years = [k for k in range(config['start_year'],config['end_year'],1)]\n",
    "\n",
    "prop_fem_adv = []\n",
    "prop_fem_just = []\n",
    "prop_fem_advjust = []\n",
    "prop_unknown = []\n",
    "prop_fem_adv = []\n",
    "prop_fem_just = []\n",
    "prop_fem_advjust = []\n",
    "prop_unknown = []\n",
    "\n",
    "for y in years: \n",
    "    total_chunks = len(df[df['case_year']==y])\n",
    "    fem_adv = len(df[(df['case_year']==y) & (df['advocate_gender']=='F')])\n",
    "    fem_just = len(df[(df['case_year']==y) & (df['justice_gender']=='F')])\n",
    "    fem_advjust = len(df[(df['case_year']==y) & ((df['advocate_gender']=='F') | (df['justice_gender']=='F'))])\n",
    "    prop_fem_adv.append(fem_adv/total_chunks)\n",
    "    prop_fem_just.append(fem_just/total_chunks)\n",
    "    prop_fem_advjust.append(fem_advjust/total_chunks)\n",
    "    prop_unknown.append((total_chunks - fem_adv-len(df[(df['case_year']==y) & (df['advocate_gender']=='M')]))/total_chunks)\n",
    "\n",
    "plt.stem(years, prop_fem_adv)\n",
    "plt.xlabel(\"Year\")\n",
    "plt.ylim(0,0.55)\n",
    "plt.xlim(config['start_year']-1,config['end_year'])\n",
    "plt.ylabel(\"Prop. Chunks where a Fem. Adv. Speaks\")\n",
    "plt.title(\"Prop. Chunks where a Fem. Adv. Speaks over Years 1982-2019\")\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"figs/fig2a-fem-advocate.pdf\")\n",
    "plt.show(); \n",
    "\n",
    "plt.stem(years, prop_fem_just)\n",
    "plt.xlabel(\"Year\")\n",
    "plt.ylim(0,0.55)\n",
    "plt.xlim(config['start_year']-1,config['end_year'])\n",
    "plt.ylabel(\"Prop. Chunks where a Fem. Justice Speaks\")\n",
    "plt.title(\"Prop. Chunks where a Fem. Justice Speaks over Years 1982-2019\")\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"figs/fig2b-fem-justice.pdf\")\n",
    "plt.show(); "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "517475d6",
   "metadata": {},
   "source": [
    "### Figure 3: Interruption Rate Over Time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "39feba9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 3000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.reset_orig()\n",
    "years = np.arange(config['start_year'], config['end_year'])\n",
    "\n",
    "mean_adv_interruption_rate_over_years = []\n",
    "for year in years:\n",
    "    df_year = df[df.case_year==year]\n",
    "    mean_adv_interruption_rate_over_years.append(df_year['adv_interruption_rate'].mean())\n",
    "    \n",
    "mean_justice_interruption_rate_over_years = []\n",
    "for year in years:\n",
    "    df_year = df[df.case_year==year]\n",
    "    mean_justice_interruption_rate_over_years.append(df_year['justice_interruption_rate'].mean())\n",
    "    \n",
    "plt.figure(figsize=(30,8))\n",
    "plt.plot(mean_adv_interruption_rate_over_years, 'o--', label='Advocate interruption rate')\n",
    "plt.plot(mean_justice_interruption_rate_over_years, 'o--', color='red', label='Justice interruption rate')\n",
    "plt.xticks(ticks=np.arange(len(years)), labels=years, fontsize=25, rotation=90)\n",
    "for x, y in zip(np.arange(len(years)), mean_adv_interruption_rate_over_years):\n",
    "    plt.text(x-0.2, y+0.2, np.round(y, 1), fontsize=20)\n",
    "    \n",
    "\n",
    "for x, y in zip(np.arange(len(years)), mean_justice_interruption_rate_over_years):\n",
    "    plt.text(x-0.2, y+0.2, np.round(y, 1), fontsize=20)\n",
    "    \n",
    "plt.ylim(0, 20)\n",
    "plt.yticks(fontsize=25)\n",
    "plt.ylabel('Mean interruption rate', fontsize=35) #advocate utts\n",
    "plt.xlabel('Years',fontsize=35)\n",
    "plt.tight_layout()\n",
    "plt.legend(loc='best', fontsize=24)\n",
    "plt.savefig(\"figs/fig3-interruption-over-time.pdf\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03711fbf",
   "metadata": {},
   "source": [
    "### Aggregate by Justice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "56681534",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>justice_name</th>\n",
       "      <th>num_chunks</th>\n",
       "      <th>E[Y]</th>\n",
       "      <th>justice_gender</th>\n",
       "      <th>justice_ideology</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Anthony M. Kennedy</td>\n",
       "      <td>5383</td>\n",
       "      <td>12.269176</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Antonin Scalia</td>\n",
       "      <td>11031</td>\n",
       "      <td>13.065834</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Byron R. White</td>\n",
       "      <td>4764</td>\n",
       "      <td>10.279107</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>David H. Souter</td>\n",
       "      <td>3633</td>\n",
       "      <td>12.756122</td>\n",
       "      <td>M</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Elena Kagan</td>\n",
       "      <td>1456</td>\n",
       "      <td>8.982103</td>\n",
       "      <td>F</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>John G. Roberts Jr.</td>\n",
       "      <td>2996</td>\n",
       "      <td>9.711165</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>John Paul Stevens</td>\n",
       "      <td>7041</td>\n",
       "      <td>10.474946</td>\n",
       "      <td>M</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Ruth Bader Ginsburg</td>\n",
       "      <td>5338</td>\n",
       "      <td>9.224676</td>\n",
       "      <td>F</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Samuel A. Alito Jr.</td>\n",
       "      <td>1807</td>\n",
       "      <td>8.673386</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Sandra Day O'Connor</td>\n",
       "      <td>4847</td>\n",
       "      <td>10.145891</td>\n",
       "      <td>F</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Sonia Sotomayor</td>\n",
       "      <td>2496</td>\n",
       "      <td>13.172769</td>\n",
       "      <td>F</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Stephen G. Breyer</td>\n",
       "      <td>5196</td>\n",
       "      <td>16.798308</td>\n",
       "      <td>M</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Thurgood Marshall</td>\n",
       "      <td>1300</td>\n",
       "      <td>11.196408</td>\n",
       "      <td>M</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Warren E. Burger</td>\n",
       "      <td>1005</td>\n",
       "      <td>5.962804</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>William H. Rehnquist</td>\n",
       "      <td>5871</td>\n",
       "      <td>5.800044</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            justice_name  num_chunks       E[Y] justice_gender  \\\n",
       "0     Anthony M. Kennedy        5383  12.269176              M   \n",
       "1         Antonin Scalia       11031  13.065834              M   \n",
       "2         Byron R. White        4764  10.279107              M   \n",
       "3        David H. Souter        3633  12.756122              M   \n",
       "4            Elena Kagan        1456   8.982103              F   \n",
       "5    John G. Roberts Jr.        2996   9.711165              M   \n",
       "6      John Paul Stevens        7041  10.474946              M   \n",
       "7    Ruth Bader Ginsburg        5338   9.224676              F   \n",
       "8    Samuel A. Alito Jr.        1807   8.673386              M   \n",
       "9    Sandra Day O'Connor        4847  10.145891              F   \n",
       "10       Sonia Sotomayor        2496  13.172769              F   \n",
       "11     Stephen G. Breyer        5196  16.798308              M   \n",
       "12     Thurgood Marshall        1300  11.196408              M   \n",
       "13      Warren E. Burger        1005   5.962804              M   \n",
       "14  William H. Rehnquist        5871   5.800044              M   \n",
       "\n",
       "   justice_ideology  \n",
       "0      conservative  \n",
       "1      conservative  \n",
       "2      conservative  \n",
       "3           liberal  \n",
       "4           liberal  \n",
       "5      conservative  \n",
       "6           liberal  \n",
       "7           liberal  \n",
       "8      conservative  \n",
       "9      conservative  \n",
       "10          liberal  \n",
       "11          liberal  \n",
       "12          liberal  \n",
       "13     conservative  \n",
       "14     conservative  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Average interruption rate, E[Y]\n",
    "df_ey_j = calc_ey(df)\n",
    "df_ey_j"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ba7f90af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>justice_name</th>\n",
       "      <th>theta</th>\n",
       "      <th>total_num_chunks</th>\n",
       "      <th>justice_gender</th>\n",
       "      <th>justice_ideology</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Anthony M. Kennedy</td>\n",
       "      <td>2.003134</td>\n",
       "      <td>5383</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Antonin Scalia</td>\n",
       "      <td>1.651634</td>\n",
       "      <td>11031</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Byron R. White</td>\n",
       "      <td>0.796183</td>\n",
       "      <td>4764</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>David H. Souter</td>\n",
       "      <td>1.497804</td>\n",
       "      <td>3633</td>\n",
       "      <td>M</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Elena Kagan</td>\n",
       "      <td>-1.040374</td>\n",
       "      <td>1456</td>\n",
       "      <td>F</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>John G. Roberts Jr.</td>\n",
       "      <td>2.108876</td>\n",
       "      <td>2996</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>John Paul Stevens</td>\n",
       "      <td>0.582342</td>\n",
       "      <td>7041</td>\n",
       "      <td>M</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Ruth Bader Ginsburg</td>\n",
       "      <td>1.156644</td>\n",
       "      <td>5338</td>\n",
       "      <td>F</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Samuel A. Alito Jr.</td>\n",
       "      <td>1.066907</td>\n",
       "      <td>1807</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Sandra Day O'Connor</td>\n",
       "      <td>2.182784</td>\n",
       "      <td>4847</td>\n",
       "      <td>F</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Sonia Sotomayor</td>\n",
       "      <td>-0.570571</td>\n",
       "      <td>2496</td>\n",
       "      <td>F</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Stephen G. Breyer</td>\n",
       "      <td>1.084790</td>\n",
       "      <td>5196</td>\n",
       "      <td>M</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Thurgood Marshall</td>\n",
       "      <td>-0.174572</td>\n",
       "      <td>1300</td>\n",
       "      <td>M</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Warren E. Burger</td>\n",
       "      <td>-0.020570</td>\n",
       "      <td>1005</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>William H. Rehnquist</td>\n",
       "      <td>1.086703</td>\n",
       "      <td>5871</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            justice_name     theta  total_num_chunks justice_gender  \\\n",
       "0     Anthony M. Kennedy  2.003134              5383              M   \n",
       "1         Antonin Scalia  1.651634             11031              M   \n",
       "2         Byron R. White  0.796183              4764              M   \n",
       "3        David H. Souter  1.497804              3633              M   \n",
       "4            Elena Kagan -1.040374              1456              F   \n",
       "5    John G. Roberts Jr.  2.108876              2996              M   \n",
       "6      John Paul Stevens  0.582342              7041              M   \n",
       "7    Ruth Bader Ginsburg  1.156644              5338              F   \n",
       "8    Samuel A. Alito Jr.  1.066907              1807              M   \n",
       "9    Sandra Day O'Connor  2.182784              4847              F   \n",
       "10       Sonia Sotomayor -0.570571              2496              F   \n",
       "11     Stephen G. Breyer  1.084790              5196              M   \n",
       "12     Thurgood Marshall -0.174572              1300              M   \n",
       "13      Warren E. Burger -0.020570              1005              M   \n",
       "14  William H. Rehnquist  1.086703              5871              M   \n",
       "\n",
       "   justice_ideology  \n",
       "0      conservative  \n",
       "1      conservative  \n",
       "2      conservative  \n",
       "3           liberal  \n",
       "4           liberal  \n",
       "5      conservative  \n",
       "6           liberal  \n",
       "7           liberal  \n",
       "8      conservative  \n",
       "9      conservative  \n",
       "10          liberal  \n",
       "11          liberal  \n",
       "12          liberal  \n",
       "13     conservative  \n",
       "14     conservative  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_theta_gender_j = calc_theta_gender(df)\n",
    "df_theta_gender_j"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f4ce571e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>justice_name</th>\n",
       "      <th>theta</th>\n",
       "      <th>total_num_chunks</th>\n",
       "      <th>justice_gender</th>\n",
       "      <th>justice_ideology</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Anthony M. Kennedy</td>\n",
       "      <td>-0.717065</td>\n",
       "      <td>5383</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Antonin Scalia</td>\n",
       "      <td>0.673478</td>\n",
       "      <td>11031</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Byron R. White</td>\n",
       "      <td>-0.442708</td>\n",
       "      <td>4764</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>David H. Souter</td>\n",
       "      <td>-1.364395</td>\n",
       "      <td>3633</td>\n",
       "      <td>M</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Elena Kagan</td>\n",
       "      <td>-0.176683</td>\n",
       "      <td>1456</td>\n",
       "      <td>F</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>John G. Roberts Jr.</td>\n",
       "      <td>0.635822</td>\n",
       "      <td>2996</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>John Paul Stevens</td>\n",
       "      <td>-0.639781</td>\n",
       "      <td>7041</td>\n",
       "      <td>M</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Ruth Bader Ginsburg</td>\n",
       "      <td>0.181395</td>\n",
       "      <td>5338</td>\n",
       "      <td>F</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Samuel A. Alito Jr.</td>\n",
       "      <td>0.485551</td>\n",
       "      <td>1807</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Sandra Day O'Connor</td>\n",
       "      <td>-0.351964</td>\n",
       "      <td>4847</td>\n",
       "      <td>F</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Sonia Sotomayor</td>\n",
       "      <td>-1.196110</td>\n",
       "      <td>2496</td>\n",
       "      <td>F</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Stephen G. Breyer</td>\n",
       "      <td>0.175915</td>\n",
       "      <td>5196</td>\n",
       "      <td>M</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Thurgood Marshall</td>\n",
       "      <td>0.416899</td>\n",
       "      <td>1300</td>\n",
       "      <td>M</td>\n",
       "      <td>liberal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Warren E. Burger</td>\n",
       "      <td>-0.936997</td>\n",
       "      <td>1005</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>William H. Rehnquist</td>\n",
       "      <td>-0.476212</td>\n",
       "      <td>5871</td>\n",
       "      <td>M</td>\n",
       "      <td>conservative</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            justice_name     theta  total_num_chunks justice_gender  \\\n",
       "0     Anthony M. Kennedy -0.717065              5383              M   \n",
       "1         Antonin Scalia  0.673478             11031              M   \n",
       "2         Byron R. White -0.442708              4764              M   \n",
       "3        David H. Souter -1.364395              3633              M   \n",
       "4            Elena Kagan -0.176683              1456              F   \n",
       "5    John G. Roberts Jr.  0.635822              2996              M   \n",
       "6      John Paul Stevens -0.639781              7041              M   \n",
       "7    Ruth Bader Ginsburg  0.181395              5338              F   \n",
       "8    Samuel A. Alito Jr.  0.485551              1807              M   \n",
       "9    Sandra Day O'Connor -0.351964              4847              F   \n",
       "10       Sonia Sotomayor -1.196110              2496              F   \n",
       "11     Stephen G. Breyer  0.175915              5196              M   \n",
       "12     Thurgood Marshall  0.416899              1300              M   \n",
       "13      Warren E. Burger -0.936997              1005              M   \n",
       "14  William H. Rehnquist -0.476212              5871              M   \n",
       "\n",
       "   justice_ideology  \n",
       "0      conservative  \n",
       "1      conservative  \n",
       "2      conservative  \n",
       "3           liberal  \n",
       "4           liberal  \n",
       "5      conservative  \n",
       "6           liberal  \n",
       "7           liberal  \n",
       "8      conservative  \n",
       "9      conservative  \n",
       "10          liberal  \n",
       "11          liberal  \n",
       "12          liberal  \n",
       "13     conservative  \n",
       "14     conservative  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_theta_ideology_j = calc_theta_ideology(df)\n",
    "df_theta_ideology_j"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35e53384",
   "metadata": {},
   "source": [
    "**Bootstrapping** \n",
    "\n",
    "Running the cell below may take 10-15 minutes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ab98d27f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of bootstrap samples= 1000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 1000/1000 [32:31<00:00,  1.95s/it]\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of bootstrap samples=\", config[\"num_bootstrap_samples\"])\n",
    "bootstrap_std = get_bootstrap_std(df, num_bootstraps=config[\"num_bootstrap_samples\"])\n",
    "#Combine with the other dataframes \n",
    "np.testing.assert_array_equal(df_ey_j[\"justice_name\"].to_numpy(), np.array(bootstrap_std['justices']))\n",
    "df_ey_j[\"std\"] = bootstrap_std['ey']\n",
    "np.testing.assert_array_equal(df_theta_gender_j[\"justice_name\"].to_numpy(), np.array(bootstrap_std['justices']))\n",
    "df_theta_gender_j[\"theta_std\"] = bootstrap_std['gender']\n",
    "np.testing.assert_array_equal(df_theta_ideology_j[\"justice_name\"].to_numpy(), np.array(bootstrap_std['justices']))\n",
    "df_theta_ideology_j[\"theta_std\"] = bootstrap_std['ideology']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "867efeab",
   "metadata": {},
   "source": [
    "### Table 3: Effects on advocate interruption rate, aggregated by justice gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8712a3fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def aggregate_ci(df_local, std_column_name): \n",
    "    \"\"\"\n",
    "    Since we're taking the mean of the per-justice effects, this function first \n",
    "    finds the standard deviation of the aggregate effects via \n",
    "    \n",
    "    $\\frac{1}{n}\\sqrt{\\sum{_{j=1}^n}\\sigma^2_j}$ \n",
    "    \n",
    "    where $\\sigma^2_j$ is the variance of the bootstrap distribution for justice $j$\n",
    "    \n",
    "    Then it uses the normal method to get the CI upper limit \n",
    "    \"\"\"\n",
    "    n = len(df_local) # number of justices.\n",
    "    var = np.square(df_local[std_column_name].to_numpy())\n",
    "    sqrt_sum_var = np.sqrt(np.sum(var)) \n",
    "    std_mean = 1/n*sqrt_sum_var#standard deviation of the mean \n",
    "    return 1.96*std_mean #normal method 1.96*standard deviation "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e653594d",
   "metadata": {},
   "source": [
    "Mean across justices with CIs from per-justice bootstrapping chunks "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "dbe2d515",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Justices:All, theta_gender  0.89 +- 0.36\n",
      "Justices:M, theta_gender  1.06 +- 0.43\n",
      "Justices:F, theta_gender  0.43 +- 0.68\n"
     ]
    }
   ],
   "source": [
    "# All justices \n",
    "e1 = df_theta_gender_j[\"theta\"].mean()\n",
    "e1_ci = aggregate_ci(df_theta_gender_j, \"theta_std\") \n",
    "print(\"Justices:All, theta_gender \", np.round(e1, 2), \"+-\", np.round(e1_ci, 2))\n",
    "\n",
    "# Male justices\n",
    "m_subset = df_theta_gender_j[df_theta_gender_j['justice_gender']== \"M\"]\n",
    "e2 = m_subset[\"theta\"].mean()\n",
    "e2_ci = aggregate_ci(m_subset, \"theta_std\")\n",
    "print(\"Justices:M, theta_gender \", np.round(e2, 2), \"+-\", np.round(e2_ci, 2))\n",
    "\n",
    "#Female justices \n",
    "f_subset = df_theta_gender_j[df_theta_gender_j['justice_gender']== \"F\"]\n",
    "e3 = f_subset[\"theta\"].mean()\n",
    "e3_ci = aggregate_ci(f_subset, \"theta_std\")\n",
    "print(\"Justices:F, theta_gender \", np.round(e3, 2), \"+-\", np.round(e3_ci, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "fd2d3df5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Justices:All, theta_ideology  -0.25 +- 0.23\n",
      "Justices:M, theta_ideology  -0.2 +- 0.27\n",
      "Justices:F, theta_ideology  -0.39 +- 0.46\n"
     ]
    }
   ],
   "source": [
    "# All justices \n",
    "i1 = df_theta_ideology_j[\"theta\"].mean()\n",
    "i1_ci = aggregate_ci(df_theta_ideology_j, \"theta_std\") \n",
    "print(\"Justices:All, theta_ideology \", np.round(i1, 2), \"+-\", np.round(i1_ci, 2))\n",
    "\n",
    "# Male justices \n",
    "m_subset = df_theta_ideology_j[df_theta_ideology_j['justice_gender']== \"M\"]\n",
    "i2 = m_subset[\"theta\"].mean()\n",
    "i2_ci = aggregate_ci(m_subset, \"theta_std\")\n",
    "print(\"Justices:M, theta_ideology \", np.round(i2, 2), \"+-\", np.round(i2_ci, 2))\n",
    "\n",
    "# Female justices \n",
    "f_subset = df_theta_ideology_j[df_theta_ideology_j['justice_gender']== \"F\"]\n",
    "i3 = f_subset[\"theta\"].mean()\n",
    "i3_ci = aggregate_ci(f_subset, \"theta_std\")\n",
    "print(\"Justices:F, theta_ideology \", np.round(i3, 2), \"+-\", np.round(i3_ci, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c7616fd6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def ratio(e, i): \n",
    "    return np.abs(e/i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "9b0ec0dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Justices:All, ratio  3.59\n",
      "Justices:M, ratio  5.34\n",
      "Justices:F, ratio  1.12\n"
     ]
    }
   ],
   "source": [
    "print(\"Justices:All, ratio \", np.round(ratio(e1, i1), 2))\n",
    "print(\"Justices:M, ratio \", np.round(ratio(e2, i2), 2))\n",
    "print(\"Justices:F, ratio \", np.round(ratio(e3, i3), 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42036762",
   "metadata": {},
   "source": [
    "### Figure 4: Plot of Justice Interruption Rates, Effect of Gender, and Effect of Ideological Alignment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2a0d382e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Justice order should be ordered by theta gender from smallest to largest \n",
    "def reorganize(df, col, order):\n",
    "    df = df.reindex(df[col].map(dict(zip(list(order), range(len(list(order)))))).sort_values().index)\n",
    "    return df\n",
    "\n",
    "order_justices_to_plot = df_theta_gender_j.sort_values(by='theta', ascending=False)['justice_name']\n",
    "num_justices = len(order_justices_to_plot)\n",
    "df_gender_ordered = reorganize(df_theta_gender_j, 'justice_name', order_justices_to_plot).reset_index(drop=True)\n",
    "df_ideology_ordered = reorganize(df_theta_ideology_j, 'justice_name', order_justices_to_plot).reset_index(drop=True)\n",
    "df_y_ordered = reorganize(df_ey_j, 'justice_name', order_justices_to_plot).reset_index(drop=True)\n",
    "\n",
    "# Double-check the names are in the same order and same number of chunks\n",
    "np.testing.assert_array_equal(df_gender_ordered['justice_name'].to_numpy(), \n",
    "                              df_ideology_ordered['justice_name'].to_numpy(),\n",
    "                              df_y_ordered['justice_name'].to_numpy())\n",
    "np.testing.assert_array_equal(df_gender_ordered['total_num_chunks'].to_numpy(), \n",
    "                              df_ideology_ordered['total_num_chunks'].to_numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "cab8b84c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 3000x2000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set-up figures \n",
    "plt.clf()\n",
    "plt.close()\n",
    "\n",
    "\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(30, 20))\n",
    "x = np.linspace(0, 2 * np.pi, 400)\n",
    "y = np.sin(x ** 2)\n",
    "\n",
    "# y-ticks: Liberal or conservative, Justice name and then number of chunks \n",
    "y1 = [str(x[0].upper()) for x in df_gender_ordered['justice_ideology']] # Upper case e.g., 'C' or 'L' for conservative or liberal \n",
    "y2 = [parse_last_name(x) for x in df_gender_ordered['justice_name'].to_list()] \n",
    "y3 = [str(x) for x in df_gender_ordered['total_num_chunks'].to_list()]\n",
    "\n",
    "yticks = [y11+'-'+y22+'\\n('+y33+')' for y11, y22, y33 in zip(y1, y2, y3)]\n",
    "\n",
    "#######################\n",
    "# Ax 1: Y (token-normalized interruption rate)\n",
    "_ = ax1.set_yticks(np.arange(num_justices), yticks, rotation=0, fontsize=30)\n",
    "\n",
    "ax1.set_xlim(5, 23)\n",
    "ax1.set_xticks(np.arange(0, 25, 2), fontsize=30)\n",
    "ax1.set_xlabel('Y', fontsize=40) \n",
    "\n",
    "for i in range(num_justices):\n",
    "    plot_confidence_interval(ax1, \n",
    "                             i,\n",
    "                            df_y_ordered.iloc[i]['E[Y]'],\n",
    "                            df_y_ordered.iloc[i]['std'],\n",
    "                            color='blue', horizontal_line_width=0.25, shift=True)\n",
    "#######################\n",
    "# Ax 2: Theta_Gender \n",
    "ax2.set_xlabel(r'$\\theta_{Gender}$', fontsize=40)\n",
    "for i in range(num_justices):\n",
    "    plot_confidence_interval(ax2, \n",
    "                            i, \n",
    "                            df_gender_ordered.iloc[i]['theta'],\n",
    "                            df_gender_ordered.iloc[i]['theta_std'])\n",
    "    \n",
    "ax2.plot([0]*num_justices, list(np.arange(num_justices)), '--', color='red')\n",
    "ax2.set_xlim(-4, 5)\n",
    "ax2.set_xticks(np.arange(-4, 5, 1), fontsize=100)\n",
    "\n",
    "#######################\n",
    "# Ax 2: Theta_Ideology\n",
    "ax3.set_xlabel(r'$\\theta_{Ideological\\;Alignment}$', fontsize=40)\n",
    "for i in range(num_justices):\n",
    "    plot_confidence_interval(ax3, \n",
    "                            i, \n",
    "                            df_ideology_ordered.iloc[i]['theta'],\n",
    "                            df_ideology_ordered.iloc[i]['theta_std'])\n",
    "\n",
    "ax3.plot([0]*num_justices, list(np.arange(num_justices)), '--', color='red')\n",
    "ax3.set_xlim(-4, 5)\n",
    "ax3.set_xticks(np.arange(-4, 5, 1), fontsize=100)\n",
    "\n",
    "#######################\n",
    "for ax in fig.get_axes():\n",
    "    ax.label_outer()\n",
    "    ax.tick_params(axis='both', which='major', labelsize=28)\n",
    "plt.tight_layout()\n",
    "plt.savefig('figs/fig4-justice-effects.pdf')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83c75b33",
   "metadata": {},
   "source": [
    "### Table 2A in the appendix \n",
    "Print out what we plotted. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b47f73b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_gender_ordered = reorganize(df_theta_gender_j, 'justice_name', order_justices_to_plot).reset_index(drop=True)\n",
    "df_ideology_ordered = reorganize(df_theta_ideology_j, 'justice_name', order_justices_to_plot).reset_index(drop=True)\n",
    "df_y_ordered = reorganize(df_ey_j, 'justice_name', order_justices_to_plot).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "2a245b99",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_new = df_y_ordered[['justice_name', 'E[Y]']].copy()\n",
    "df_new['Y std'] = df_y_ordered['std'].to_numpy()\n",
    "df_new['Gender Effect'] = df_gender_ordered['theta'].to_numpy()\n",
    "df_new['Gender Effect (Std)'] = df_gender_ordered['theta_std'].to_numpy()\n",
    "df_new['Ideological Alignment Effect'] = df_ideology_ordered['theta'].to_numpy()\n",
    "df_new['Ideological Alignment Effect (Std)'] = df_ideology_ordered['theta_std'].to_numpy()\n",
    "df_new['N (Chunks)'] = df_ideology_ordered['total_num_chunks'].to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b046f745",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sandra Day O'Connor& 10.15 (0.18)& 2.18 (0.66)& -0.35 (0.38)& 4847 \\\\\n",
      "John G. Roberts Jr.& 9.71 (0.21)& 2.11 (0.61)& 0.64 (0.43)& 2996 \\\\\n",
      "Anthony M. Kennedy& 12.27 (0.18)& 2.0 (0.6)& -0.72 (0.37)& 5383 \\\\\n",
      "Antonin Scalia& 13.07 (0.15)& 1.65 (0.46)& 0.67 (0.29)& 11031 \\\\\n",
      "David H. Souter& 12.76 (0.23)& 1.5 (0.73)& -1.36 (0.44)& 3633 \\\\\n",
      "Ruth Bader Ginsburg& 9.22 (0.15)& 1.16 (0.5)& 0.18 (0.3)& 5338 \\\\\n",
      "William H. Rehnquist& 5.8 (0.11)& 1.09 (0.47)& -0.48 (0.24)& 5871 \\\\\n",
      "Stephen G. Breyer& 16.8 (0.24)& 1.08 (0.72)& 0.18 (0.49)& 5196 \\\\\n",
      "Samuel A. Alito Jr.& 8.67 (0.25)& 1.07 (0.63)& 0.49 (0.57)& 1807 \\\\\n",
      "Byron R. White& 10.28 (0.17)& 0.8 (0.69)& -0.44 (0.34)& 4764 \\\\\n",
      "John Paul Stevens& 10.47 (0.14)& 0.58 (0.44)& -0.64 (0.29)& 7041 \\\\\n",
      "Warren E. Burger& 5.96 (0.28)& -0.02 (1.11)& -0.94 (0.59)& 1005 \\\\\n",
      "Thurgood Marshall& 11.2 (0.33)& -0.17 (1.14)& 0.42 (0.66)& 1300 \\\\\n",
      "Sonia Sotomayor& 13.17 (0.25)& -0.57 (0.67)& -1.2 (0.53)& 2496 \\\\\n",
      "Elena Kagan& 8.98 (0.29)& -1.04 (0.9)& -0.18 (0.59)& 1456 \\\\\n"
     ]
    }
   ],
   "source": [
    "for i, row in df_new.iterrows(): \n",
    "    # We want each row to look like: \n",
    "    # \\textit{Kagan} & 8.98 (0.29)  &  -1.04 (0.92) & 0.17 (0.62) & 1,456\\\\\n",
    "    row_str = \"\"\n",
    "    row_str += f\"{row['justice_name']}\"\n",
    "    row_str += f\"& {np.round(row['E[Y]'], 2)} ({np.round(row['Y std'], 2)})\"\n",
    "    row_str += f\"& {np.round(row['Gender Effect'], 2)} ({np.round(row['Gender Effect (Std)'], 2)})\"\n",
    "    row_str += f\"& {np.round(row['Ideological Alignment Effect'], 2)} ({np.round(row['Ideological Alignment Effect (Std)'], 2)})\"\n",
    "    row_str += f\"& {row['N (Chunks)']} \\\\\\\\\"\n",
    "    print(row_str)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7db427a8",
   "metadata": {},
   "source": [
    "### Save dataframe to reproduce Figure 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "e73fe587",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_figure5 = df_new[['justice_name', 'Gender Effect', 'Gender Effect (Std)']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "cba62a77",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('../raw_data/justice2ideologyscores.json', 'r') as f:\n",
    "    justice_ideology_scores = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "d22f868f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_figure5['justice_ideology_scores'] = df_figure5.apply(lambda x: justice_ideology_scores[parse_last_name(x['justice_name'])], axis=1)\n",
    "df_figure5['justice_last_name'] = df_figure5.apply(lambda x: parse_last_name(x['justice_name']), axis=1)\n",
    "df_figure5['Gender Effect (1.96*Std)'] = df_figure5.apply(lambda x: 1.96*x['Gender Effect (Std)'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "3314156b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>justice_name</th>\n",
       "      <th>Gender Effect</th>\n",
       "      <th>Gender Effect (Std)</th>\n",
       "      <th>justice_ideology_scores</th>\n",
       "      <th>justice_last_name</th>\n",
       "      <th>Gender Effect (1.96*Std)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sandra Day O'Connor</td>\n",
       "      <td>2.182784</td>\n",
       "      <td>0.660956</td>\n",
       "      <td>1.020</td>\n",
       "      <td>O'Connor</td>\n",
       "      <td>1.295473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>John G. Roberts Jr.</td>\n",
       "      <td>2.108876</td>\n",
       "      <td>0.614413</td>\n",
       "      <td>0.910</td>\n",
       "      <td>Roberts</td>\n",
       "      <td>1.204249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Anthony M. Kennedy</td>\n",
       "      <td>2.003134</td>\n",
       "      <td>0.595863</td>\n",
       "      <td>0.682</td>\n",
       "      <td>Kennedy</td>\n",
       "      <td>1.167891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Antonin Scalia</td>\n",
       "      <td>1.651634</td>\n",
       "      <td>0.461315</td>\n",
       "      <td>2.510</td>\n",
       "      <td>Scalia</td>\n",
       "      <td>0.904177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>David H. Souter</td>\n",
       "      <td>1.497804</td>\n",
       "      <td>0.733453</td>\n",
       "      <td>-0.770</td>\n",
       "      <td>Souter</td>\n",
       "      <td>1.437567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ruth Bader Ginsburg</td>\n",
       "      <td>1.156644</td>\n",
       "      <td>0.499833</td>\n",
       "      <td>-1.740</td>\n",
       "      <td>Ginsburg</td>\n",
       "      <td>0.979672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>William H. Rehnquist</td>\n",
       "      <td>1.086703</td>\n",
       "      <td>0.474648</td>\n",
       "      <td>2.970</td>\n",
       "      <td>Rehnquist</td>\n",
       "      <td>0.930311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Stephen G. Breyer</td>\n",
       "      <td>1.084790</td>\n",
       "      <td>0.717934</td>\n",
       "      <td>-1.260</td>\n",
       "      <td>Breyer</td>\n",
       "      <td>1.407151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Samuel A. Alito Jr.</td>\n",
       "      <td>1.066907</td>\n",
       "      <td>0.626591</td>\n",
       "      <td>1.850</td>\n",
       "      <td>Alito</td>\n",
       "      <td>1.228118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Byron R. White</td>\n",
       "      <td>0.796183</td>\n",
       "      <td>0.694465</td>\n",
       "      <td>0.440</td>\n",
       "      <td>White</td>\n",
       "      <td>1.361151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>John Paul Stevens</td>\n",
       "      <td>0.582342</td>\n",
       "      <td>0.438218</td>\n",
       "      <td>-1.810</td>\n",
       "      <td>Stevens</td>\n",
       "      <td>0.858907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Warren E. Burger</td>\n",
       "      <td>-0.020570</td>\n",
       "      <td>1.110993</td>\n",
       "      <td>1.890</td>\n",
       "      <td>Burger</td>\n",
       "      <td>2.177547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Thurgood Marshall</td>\n",
       "      <td>-0.174572</td>\n",
       "      <td>1.139452</td>\n",
       "      <td>-2.830</td>\n",
       "      <td>Marshall</td>\n",
       "      <td>2.233326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Sonia Sotomayor</td>\n",
       "      <td>-0.570571</td>\n",
       "      <td>0.667303</td>\n",
       "      <td>-2.920</td>\n",
       "      <td>Sotomayor</td>\n",
       "      <td>1.307914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Elena Kagan</td>\n",
       "      <td>-1.040374</td>\n",
       "      <td>0.899201</td>\n",
       "      <td>-1.560</td>\n",
       "      <td>Kagan</td>\n",
       "      <td>1.762435</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            justice_name  Gender Effect  Gender Effect (Std)  \\\n",
       "0    Sandra Day O'Connor       2.182784             0.660956   \n",
       "1    John G. Roberts Jr.       2.108876             0.614413   \n",
       "2     Anthony M. Kennedy       2.003134             0.595863   \n",
       "3         Antonin Scalia       1.651634             0.461315   \n",
       "4        David H. Souter       1.497804             0.733453   \n",
       "5    Ruth Bader Ginsburg       1.156644             0.499833   \n",
       "6   William H. Rehnquist       1.086703             0.474648   \n",
       "7      Stephen G. Breyer       1.084790             0.717934   \n",
       "8    Samuel A. Alito Jr.       1.066907             0.626591   \n",
       "9         Byron R. White       0.796183             0.694465   \n",
       "10     John Paul Stevens       0.582342             0.438218   \n",
       "11      Warren E. Burger      -0.020570             1.110993   \n",
       "12     Thurgood Marshall      -0.174572             1.139452   \n",
       "13       Sonia Sotomayor      -0.570571             0.667303   \n",
       "14           Elena Kagan      -1.040374             0.899201   \n",
       "\n",
       "    justice_ideology_scores justice_last_name  Gender Effect (1.96*Std)  \n",
       "0                     1.020          O'Connor                  1.295473  \n",
       "1                     0.910           Roberts                  1.204249  \n",
       "2                     0.682           Kennedy                  1.167891  \n",
       "3                     2.510            Scalia                  0.904177  \n",
       "4                    -0.770            Souter                  1.437567  \n",
       "5                    -1.740          Ginsburg                  0.979672  \n",
       "6                     2.970         Rehnquist                  0.930311  \n",
       "7                    -1.260            Breyer                  1.407151  \n",
       "8                     1.850             Alito                  1.228118  \n",
       "9                     0.440             White                  1.361151  \n",
       "10                   -1.810           Stevens                  0.858907  \n",
       "11                    1.890            Burger                  2.177547  \n",
       "12                   -2.830          Marshall                  2.233326  \n",
       "13                   -2.920         Sotomayor                  1.307914  \n",
       "14                   -1.560             Kagan                  1.762435  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_figure5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "60897226",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_figure5.to_csv('./data/df_figure5.csv')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
